Carson, R. Silent Spring (Houghton Mifflin, 1962).

Hallmann, C. A. et al. More than 75 percent decline over 27 years in total flying insect biomass in protected areas. PLoS ONE 12, e0185809 (2017).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Rigal, S. et al. Farmland practices are driving bird population decline across Europe. Proc. Natl Acad. Sci. USA 120, e2216573120 (2023).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Edgar, G. J. et al. Stock assessment models overstate sustainability of the world’s fisheries. Science 385, 860–865 (2024).

Article 
CAS 
PubMed 

Google Scholar
 

Palomares, M. L. D. et al. Fishery biomass trends of exploited fish populations in marine ecoregions, climatic zones and ocean basins. Estuarine Coastal Shelf Sci. 243, 106896 (2020).

Article 

Google Scholar
 

Jaureguiberry, P. et al. The direct drivers of recent global anthropogenic biodiversity loss. Sci. Adv. 8, eabm9982 (2022).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Finn, C., Grattarola, F. & Pincheira-Donoso, D. More losers than winners: investigating Anthropocene defaunation through the diversity of population trends. Biol. Rev. 98, 1732–1748 (2023).

Article 
PubMed 

Google Scholar
 

Maxwell, S. L. et al. Area-based conservation in the twenty-first century. Nature 586, 217–227 (2020).

Article 
CAS 
PubMed 

Google Scholar
 

Nowakowski, A. et al. Protected areas slow declines unevenly across the tetrapod tree of life. Nature 622, 101–106 (2023).

Article 

Google Scholar
 

COP15: Final text of Kunming-Montreal Global Biodiversity Framework. Convention on Biological Diversity https://www.cbd.int/article/cop15-final-text-kunming-montreal-gbf-221222 (2022).

Ban, N. C. et al. Effects of management objectives and rules on marine conservation outcomes. Conserv. Biol. 37, e14156 (2023).

Article 
PubMed 

Google Scholar
 

Kandel, P., Pandit, R., White, B. & Polyakov, M. Do protected areas increase household income? Evidence from a meta-analysis. World Dev. 159, 106024 (2022).

Article 

Google Scholar
 

Allendorf, T. D. A global summary of local residents’ perceptions of benefits and problems of protected areas. Biodivers. Conserv. 31, 379–396 (2022).

Article 

Google Scholar
 

Cooke, R. et al. Protected areas support more species than unprotected areas in Great Britain, but lose them equally rapidly. Biol. Conserv. 278, 109884 (2023).

Article 

Google Scholar
 

Gatiso, T. T. et al. Effectiveness of protected areas influenced by socio-economic context. Nat. Sustain. 5, 861–868 (2022).

Article 

Google Scholar
 

Díaz, S. et al. Pervasive human-driven decline of life on Earth points to the need for transformative change. Science 366, eaax3100 (2019).

Article 
PubMed 

Google Scholar
 

Díaz, S. et al. Assessing nature’s contributions to people. Science 359, 270–272 (2018).

Article 
PubMed 

Google Scholar
 

Pereira, L. M. et al. Developing multiscale and integrative nature–people scenarios using the Nature Futures Framework. People Nat. 2, 1172–1195 (2020).

Article 

Google Scholar
 

Martin, A. et al. Plural values of nature help to understand contested pathways to sustainability. One Earth 7, 806–819 (2024).

Article 

Google Scholar
 

Strain, E. M. A. et al. A global assessment of the direct and indirect benefits of marine protected areas for coral reef conservation. Divers. Distrib. 25, 9–20 (2019).

Article 

Google Scholar
 

Grorud-Colvert, K. et al. The MPA guide: a framework to achieve global goals for the ocean. Science 373, eabf0861 (2021).

Article 
CAS 
PubMed 

Google Scholar
 

Giakoumi, S. et al. Deficiencies in monitoring practices of marine protected areas in southern European seas. J. Environ. Manage. 355, 120476 (2024).

Article 
PubMed 

Google Scholar
 

Desbureaux, S. et al. The long-term impacts of Marine Protected Areas on fish catch and socioeconomic development in Tanzania. Conserv. Lett. 17, e13048 (2024).

Article 

Google Scholar
 

Caldwell, I. R. et al. Protection efforts have resulted in ~10% of existing fish biomass on global coral reefs. Proc. Natl Acad. Sci. USA 121, e2308605121 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Viana, D. F. et al. Sustainable-use marine protected areas to improve human nutrition. Nat. Commun. 15, 7716 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

McLean, M. et al. Conserving the beauty of the world’s reef fish assemblages. Proc. Natl Acad. Sci. USA 122, e2415931122 (2025).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Garcia Rodrigues, J., Villasante, S. & Sousa Pinto, I. Non-material nature’s contributions to people from a marine protected area support multiple dimensions of human well-being. Sustain. Sci. 17, 793–808 (2022).

Article 

Google Scholar
 

Tomscha, S. A. et al. A guide to historical data sets for reconstructing ecosystem service change over time. BioScience 66, 747–762 (2016).

Article 

Google Scholar
 

Soga, M. & Gaston, K. J. Global synthesis indicates widespread occurrence of shifting baseline syndrome. Bioscience 74, 686–694 (2024).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Schiettekatte, N. M. D. et al. Biological trade-offs underpin coral reef ecosystem functioning. Nat. Ecol. Evol. 6, 701–708 (2022).

Article 
PubMed 

Google Scholar
 

Flandrin, U. et al. Fish communities can simultaneously contribute to nature and people across the world’s tropical reefs. One Earth 7, 1772–1785 (2024).

Article 

Google Scholar
 

Richards, D. & Lavorel, S. Niche theory improves understanding of associations between ecosystem services. One Earth 6, 811–823 (2023).

Article 

Google Scholar
 

Gopalakrishna, T. et al. Optimizing restoration: a holistic spatial approach to deliver Nature’s Contributions to People with minimal tradeoffs and maximal equity. Proc. Natl Acad. Sci. USA 121, e2402970121 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Wauchope, H. S. et al. Evaluating impact using time-series data. Trends Ecol. Evol. 36, 196–205 (2021).

Article 
PubMed 

Google Scholar
 

Grace, M. K. et al. Building robust, practicable counterfactuals and scenarios to evaluate the impact of species conservation interventions using inferential approaches. Biol. Conserv. 261, 109259 (2021).

Article 

Google Scholar
 

Waldock, C. et al. A quantitative review of abundance-based species distribution models. Ecography https://doi.org/10.1111/ecog.05694 (2022).

Sanchez, L. et al. Rarity mediates species-specific responses of tropical reef fishes to protection. Ecol. Lett. 27, e14418 (2024).

Article 
PubMed 

Google Scholar
 

Zhao, R. et al. Multifaceted biological indicators reveal an effective conservation scheme for marine protected areas. Ecol. Indic. 166, 112389 (2024).

Article 

Google Scholar
 

Thuiller, W. Ecological niche modelling. Curr Biol. 34, R225–R229 (2024).

Article 
CAS 
PubMed 

Google Scholar
 

Deschamps, G., Poggiato, G., Brun, P., Galiez, C. & Thuiller, W. Predict first-assemble later versus assemble first-predict later: Revisiting the dilemma for functional biogeography. Methods Ecol. Evol. 14, 2680–2696 (2023).

Article 

Google Scholar
 

Poggiato, G. et al. Predicting combinations of community mean traits using joint modelling. Glob. Ecol. Biogeogr. 32, 1409–1422 (2023).

Article 

Google Scholar
 

Quimbayo, J. P., Mendes, T. C., Kulbicki, M., Floeter, S. R. & Zapata, F. A. Unusual reef fish biomass and functional richness at Malpelo, a remote island in the Tropical Eastern Pacific. Environ. Biol. Fishes 100, 149–162 (2017).

Article 

Google Scholar
 

Letessier, T. B. et al. Remote reefs and seamounts are the last refuges for marine predators across the Indo-Pacific. PLoS Biol. 17, e3000366 (2019).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Sing Wong, A., Vrontos, S. & Taylor, M. L. An assessment of people living by coral reefs over space and time. Glob. Change Biol. 28, 7139–7153 (2022).

Article 
CAS 

Google Scholar
 

Grafeld, S., Oleson, K. L. L., Teneva, L. & Kittinger, J. N. Follow that fish: uncovering the hidden blue economy in coral reef fisheries. PLoS ONE 12, e0182104 (2017).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Maire, E. et al. Managing nutrition-biodiversity trade-offs on coral reefs. Curr. Biol. 34, 4612–4622.e5 (2024).

Article 
CAS 
PubMed 

Google Scholar
 

Langlois, J. et al. The aesthetic value of reef fishes is globally mismatched to their conservation priorities. PLoS Biol. 20, e3001640 (2022).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Setter, R. O., Franklin, E. C. & Mora, C. Co-occurring anthropogenic stressors reduce the timeframe of environmental viability for the world’s coral reefs. PLoS Biol. 20, e3001821 (2022).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Eddy, T. D. et al. Global decline in capacity of coral reefs to provide ecosystem services. One Earth 4, 1278–1285 (2021).

Article 

Google Scholar
 

Obura, D. et al. Vulnerability to collapse of coral reef ecosystems in the western Indian Ocean. Nat. Sustain. 5, 104–113 (2022).

Article 

Google Scholar
 

Weigel, B., Kotamäki, N., Malve, O., Vuorio, K. & Ovaskainen, O. Macrosystem community change in lake phytoplankton and its implications for diversity and function. Glob. Ecol. Biogeogr. 32, 295–309 (2023).

Article 
PubMed 

Google Scholar
 

Marjakangas, E.-L. et al. Co-occurrences of tropical trees in eastern South America: disentangling abiotic and biotic forces. Plant Ecol. 222, 791–806 (2021).

Article 

Google Scholar
 

Vallé, C. et al. Species associations in joint species distribution models: from missing variables to conditional predictions. J. Biogeogr. 51, 311–324 (2024).

Article 

Google Scholar
 

Cinner, J. E. et al. Gravity of human impacts mediates coral reef conservation gains. Proc. Natl Acad. Sci. USA 115, E6116–E6125 (2018).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Edgar, G. J. et al. Global conservation outcomes depend on marine protected areas with five key features. Nature 506, 216–220 (2014).

Article 
CAS 
PubMed 

Google Scholar
 

Turnbull, J. W., Johnston, E. L. & Clark, G. F. Evaluating the social and ecological effectiveness of partially protected marine areas. Conserv. Biol. 35, 921–932 (2021).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Cramer, K. L. & Kittinger, J. N. Reef conservation off the hook: can market interventions make cora lreef fisheries more sustainable? Front. Mar. Sci. 8, 675274 (2021).

Article 

Google Scholar
 

Paolo, F. S. et al. Satellite mapping reveals extensive industrial activity at sea. Nature 625, 85–91 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Gough, C. L. A., Dewar, K. M., Godley, B. J., Zafindranosy, E. & Broderick, A. C. Evidence of Overfishing in Small-Scale Fisheries in Madagascar. Front. Mar. Sci. 7, 317 (2020).

Article 

Google Scholar
 

Basurto, X. et al. A global assessment of preferential access areas for small-scale fisheries. npj Ocean Sustain. 3, 56 (2024).

Article 

Google Scholar
 

Kummu, M., Taka, M. & Guillaume, J. H. A. Gridded global datasets for gross domestic product and human development index over 1990–2015. Sci. Data 5, 180004 (2018).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Otero, I. et al. Degrowth scenarios for biodiversity? Key methodological steps and a call for collaboration. Sustain. Sci. https://doi.org/10.1007/s11625-024-01483-9 (2024).

Seguin, R. et al. Towards process-oriented management of tropical reefs in the anthropocene. Nat. Sustain. 6, 148–157 (2023).

Article 

Google Scholar
 

Mouillot, D. et al. Global correlates of terrestrial and marine coverage by protected areas on islands. Nat. Commun. 11, 4438 (2020).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Robinson, J. P. W. et al. Productive instability of coral reef fisheries after climate-driven regime shifts. Nat. Ecol. Evol. 3, 183–190 (2019).

Article 
PubMed 

Google Scholar
 

Gill, D. A. et al. Capacity shortfalls hinder the performance of marine protected areas globally. Nature 543, 665–669 (2017).

Article 
CAS 
PubMed 

Google Scholar
 

Brandl, S. J. et al. Unifying coral reef states through space and time reveals a changing ecosystem. Glob. Ecol. Biogeogr. 33, e13926 (2024).

Article 

Google Scholar
 

Ziegler, S. L. et al. External fishing effort regulates positive effects of no-take marine protected areas. Biol. Conserv. 269, 109546 (2022).

Article 

Google Scholar
 

Mello, T. J. et al. Pollution affects even oceanic marine protected areas in Southwestern Atlantic. Environ. Pollut. 366, 125485 (2025).

Article 
CAS 
PubMed 

Google Scholar
 

MacNeil, M. A. et al. Global status and conservation potential of reef sharks. Nature 583, 801–806 (2020).

Article 
CAS 
PubMed 

Google Scholar
 

Brun, V. et al. Baseline assessment and early effects of a network of marine protected areas. Conserv. Sci. Pract. 6, e13121 (2024).

Article 

Google Scholar
 

Loiseau, N. et al. Maximizing regional biodiversity requires a mosaic of protection levels. PLoS Biol. 19, e3001195 (2021).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Pauly, D. Anecdotes and the shifting baseline syndrome of fisheries. Trends Ecol. Evol. 10, 430 (1995).

Article 
CAS 
PubMed 

Google Scholar
 

Cousteau, J. & Malle, L. The Silent World (Equipe Cousteau, 1956).

Pickett, S. T. A. in Long-Term Studies in Ecology: Approaches and Alternatives (ed. Likens, G. E.) 110–135 (Springer, 1989); https://doi.org/10.1007/978-1-4615-7358-6_5

Johnson, E. A. & Miyanishi, K. Testing the assumptions of chronosequences in succession. Ecol. Lett. 11, 419–431 (2008).

Article 
PubMed 

Google Scholar
 

Devillers, R. et al. Reinventing residual reserves in the sea: are we favouring ease of establishment over need for protection?. Aquat. Conserv. Mar. Freshw. Ecosyst. 25, 480–504 (2015).

Article 

Google Scholar
 

Schrodt, F. et al. Advancing causal inference in ecology: pathways for biodiversity change detection and attribution. Methods Ecol. Evol. 16, 2276–2304 (2025).

Article 

Google Scholar
 

D’agata, S. et al. Marine reserves lag behind wilderness in the conservation of key functional roles. Nat. Commun. 7, 12000 (2016).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Jones, K. R. et al. The location and protection status of Earth’s diminishing marine wilderness. Curr. Biol. 28, 2506–2512.e3 (2018).

Article 
CAS 
PubMed 

Google Scholar
 

Lavers, J. L. & Bond, A. L. Exceptional and rapid accumulation of anthropogenic debris on one of the world’s most remote and pristine islands. Proc. Natl Acad. Sci. USA 114, 6052–6055 (2017).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Bonnin, L. et al. Recent expansion of marine protected areas matches with home range of grey reef sharks. Sci. Rep. 11, 14221 (2021).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Seguin, R., Le Manach, F., Devillers, R., Velez, L. & Mouillot, D. Global patterns and drivers of untracked industrial fishing in coastal marine protected areas. Science 389, 396–401 (2025).

Article 
CAS 
PubMed 

Google Scholar
 

Hays, G. et al. A review of a decade of lessons from one of the world’s largest MPAs: conservation gains and key challenges. Mar. Biol. 167, 159 (2020).

Article 

Google Scholar
 

Bucaram, S. J. et al. Assessing fishing effects inside and outside an MPA: the impact of the Galapagos Marine Reserve on the Industrial pelagic tuna fisheries during the first decade of operation. Mar. Policy 87, 212–225 (2018).

Article 

Google Scholar
 

Mouillot, D. et al. The socioeconomic and environmental niche of protected areas reveals global conservation gaps and opportunities. Nat. Commun. 15, 9007 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Di Lorenzo, M. et al. Assessing spillover from marine protected areas and its drivers: a meta-analytical approach. Fish Fish. 21, 906–915 (2020).

Article 

Google Scholar
 

Cinner, J., Marnane, M. J., McClanahan, T. R. & Almany, G. R. Periodic closures as adaptive coral reef management in the Indo-Pacific. Ecol. Soc. 11, 31 (2006).

Article 

Google Scholar
 

Carvalho, P. et al. Optimized fishing through periodically harvested closures. J. Appl. Ecol. 56, 1927–1936 (2019).

Article 

Google Scholar
 

Lester, S. & Halpern, B. Biological responses in marine no-take reserves versus partially protected areas. Mar. Ecol. Prog. Ser. 367, 49–56 (2008).

Article 

Google Scholar
 

Kallis, G. et al. Post-growth: the science of wellbeing within planetary boundaries. Lancet Planet. Health 9, e62–e78 (2025).

Article 
PubMed 

Google Scholar
 

Hickel, J. The sustainable development index: measuring the ecological efficiency of human development in the anthropocene. Ecol. Econ. 167, 106331 (2020).

Article 

Google Scholar
 

Wang, X., Meng, X. & Long, Y. Projecting 1 km-grid population distributions from 2020 to 2100 globally under shared socioeconomic pathways. Sci. Data 9, 563 (2022).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Zhang, T., Cheng, C. & Wu, X. Mapping the spatial heterogeneity of global land use and land cover from 2020 to 2100 at a 1 km resolution. Sci. Data 10, 748 (2023).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Soga, M. & Gaston, K. J. Towards a unified understanding of human–nature interactions. Nat. Sustain. 5, 374–383 (2022).

Article 

Google Scholar
 

Kesebir, S. & Kesebir, P. A growing disconnection from nature is evident in cultural products. Perspect. Psychol. Sci. 12, 258–269 (2017).

Article 
PubMed 

Google Scholar
 

Cowie, R. H., Bouchet, P. & Fontaine, B. The sixth mass extinction: fact, fiction or speculation?. Biol. Rev. 97, 640–663 (2022).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Calvin, K. et al. Climate Change 2023: Synthesis Report (IPCC, 2023); https://www.ipcc.ch/report/ar6/syr/

Edgar, G. J. et al. Establishing the ecological basis for conservation of shallow marine life using Reef Life Survey. Biol. Conserv. 252, 108855 (2020).

Article 

Google Scholar
 

Ovaskainen, O. et al. How to make more out of community data? A conceptual framework and its implementation as models and software. Ecol. Lett. 20, 561–576 (2017).

Article 
PubMed 

Google Scholar
 

Parravicini, V. et al. Global patterns and predictors of tropical reef fish species richness. Ecography 36, 1254–1262 (2013).

Article 

Google Scholar
 

Ineich, I. et al. Anguilliform fishes and sea kraits: neglected predators in coral-reef ecosystems. Mar. Biol. 151, 793–802 (2007).

Article 

Google Scholar
 

Brandl, S. J., Goatley, C. H. R., Bellwood, D. R. & Tornabene, L. The hidden half: ecology and evolution of cryptobenthic fishes on coral reefs. Biol. Rev. 93, 1846–1873 (2018).

Article 
PubMed 

Google Scholar
 

Haimovici, M. & Velasco, G. Length-weight relationship of marine fishes from southern Brazil. NAGA 23, 19–23 (2000).


Google Scholar
 

Stuart-Smith, R. D., Mellin, C., Bates, A. E. & Edgar, G. J. Habitat loss and range shifts contribute to ecological generalization among reef fishes. Nat. Ecol. Evol. 5, 656–662 (2021).

Article 
PubMed 

Google Scholar
 

Boussarie, G. et al. Environmental DNA illuminates the dark diversity of sharks. Sci. Adv. 4, eaap9661 (2018).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Ward-Paige, C., Flemming, J. M. & Lotze, H. K. Overestimating fish counts by non-instantaneous visual censuses: consequences for population and community descriptions. PLoS ONE 5, e11722 (2010).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Boettiger, C., Lang, D. T. & Wainwright, P. C. rfishbase: exploring, manipulating and visualizing FishBase data from R. J. Fish Biol. 81, 2030–2039 (2012).

Article 
CAS 
PubMed 

Google Scholar
 

Loiseau, N. et al. Inferring the extinction risk of marine fish to inform global conservation priorities. PLoS Biol. 22, e3002773 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Stekhoven, D. J. & Bühlmann, P. MissForest: nonparametric missing value imputation for mixed-type data. Bioinformatics 28, 112–118 (2012).

Article 
CAS 
PubMed 

Google Scholar
 

Friedman, S. T. et al. Body shape diversification along the benthic–pelagic axis in marine fishes. Proc. R. Soc. B Biol. Sci. 287, 20201053 (2020).

Article 
CAS 

Google Scholar
 

Duhamet, A., Albouy, C., Marques, V., Manel, S. & Mouillot, D. The global depth range of marine fishes and their genetic coverage for environmental DNA metabarcoding. Ecol. Evol. 13, e9672 (2023).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Boyce, D. G. et al. A climate risk index for marine life. Nat. Clim. Change 12, 854–862 (2022).

Article 

Google Scholar
 

Lê, S., Josse, J. & Husson, F. FactoMineR: an R package for multivariate analysis. J. Stat. Softw. 25, 1–18 (2008).

Article 

Google Scholar
 

Kennedy, E. V. et al. Reef Cover, a coral reef classification for global habitat mapping from remote sensing. Sci. Data 8, 196 (2021).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Sokal, R. & Rohlf, F. Biometry: The Principles and Practice of Statistics in Biological Research/Robert R. Sokal and F. James Rohlf. SERBIULA (sistema Librum 2.0) (W. H. Freeman and Company, 2013).

Rahman, A. U., Tikhonov, G., Oksanen, J., Rossi, T. & Ovaskainen, O. Accelerating joint species distribution modelling with Hmsc-HPC by GPU porting. PLoS Comput. Biol. 20, e1011914 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Fernández-i-Marín, X. ggmcmc: Analysis of MCMC samples and Bayesian inference. J. Stat. Softw. 70, 1–20 (2016).

Article 

Google Scholar
 

Tikhonov, G. et al. Joint species distribution modelling with the R-package Hmsc. Methods Ecol. Evol. 11, 442–447 (2020).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Schleicher, J. et al. Statistical matching for conservation science. Conserv. Biol. 34, 538–549 (2020).

Article 
PubMed 

Google Scholar
 

Flandrin, U. Marine protected areas marginally offset anthropogenic declines in tropical reef fish contributions to nature and people. Zenodo https://doi.org/10.5281/zenodo.17602543 (2025).

Kulbicki, M. et al. Global biogeography of reef fishes: a hierarchical quantitative delineation of regions. PLoS ONE 8, e81847 (2013).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Cornwell, W. K. et al. Functional distinctiveness of major plant lineages. J. Ecol. 102, 345–356 (2014).

Article 

Google Scholar
 

Kembel, S. W. et al. Picante: R tools for integrating phylogenies and ecology. Bioinforma. Oxf. Engl. 26, 1463–1464 (2010).

Article 
CAS 

Google Scholar
 

Parravicini, V. et al. Delineating reef fish trophic guilds with global gut content data synthesis and phylogeny. PLoS Biol. 18, e3000702 (2020).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Mason, N. W. H., de Bello, F., Mouillot, D., Pavoine, S. & Dray, S. A guide for using functional diversity indices to reveal changes in assembly processes along ecological gradients. J. Veg. Sci. 24, 794–806 (2013).

Article 

Google Scholar
 

Marcon, E. & Hérault, B. Decomposing phylodiversity. Methods Ecol. Evol. 6, 333–339 (2015).

Article 

Google Scholar
 

Carpentier, C. et al. Reinterpreting the relationship between number of species and number of links connects community structure and stability. Nat. Ecol. Evol. 5, 1102–1109 (2021).

Article 
PubMed 

Google Scholar
 

Albouy, C. et al. The marine fish food web is globally connected. Nat. Ecol. Evol. 3, 1153–1161 (2019).

Article 
PubMed 

Google Scholar
 

Danet, A., Mouchet, M., Bonnaffé, W., Thébault, E. & Fontaine, C. Species richness and food-web structure jointly drive community biomass and its temporal stability in fish communities. Ecol. Lett. 24, 2364–2377 (2021).

Article 
PubMed 

Google Scholar
 

Mouquet, N. et al. Low human interest for the most at-risk reef fishes worldwide. Sci. Adv. 10, eadj9510 (2024).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Williams, I. D. et al. Human, oceanographic and habitat drivers of central and western Pacific coral reef fish assemblages. PLoS ONE 10, e0120516 (2015).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Munday, P. L. et al. Ocean acidification impairs olfactory discrimination and homing ability of a marine fish. Proc. Natl. Acad. Sci. USA 106, 1848–1852 (2009).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Cornwall, C. E. et al. Global declines in coral reef calcium carbonate production under ocean acidification and warming. Proc. Natl Acad. Sci. USA 118, e2015265118 (2021).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Tran, L. L. & Johansen, J. L. Seasonal variability in resilience of a coral reef fish to marine heatwaves and hypoxia. Glob. Change Biol. 29, 2522–2535 (2023).

Article 
CAS 

Google Scholar
 

Mellin, C. et al. Cumulative risk of future bleaching for the world’s coral reefs. Sci. Adv. 10, eadn9660 (2024).

Article 
PubMed 
PubMed Central 

Google Scholar
 

Brandl, S. J. et al. Extreme environmental conditions reduce coral reef fish biodiversity and productivity. Nat. Commun. 11, 3832 (2020).

Article 
CAS 
PubMed 
PubMed Central 

Google Scholar
 

Mellin, C., Andréfouët, S., Kulbicki, M., Dalleau, M. & Vigliola, L. Remote sensing and fish–habitat relationships in coral reef ecosystems: review and pathways for multi-scale hierarchical research. Mar. Pollut. Bull. 58, 11–19 (2009).

Article 
CAS 
PubMed 

Google Scholar
 

Graham, N. A. J. & Nash, K. L. The importance of structural complexity in coral reef ecosystems. Coral Reefs 32, 315–326 (2013).

Article 

Google Scholar
 

Selig, E. R. et al. Mapping global human dependence on marine ecosystems. Conserv. Lett. 12, e12617 (2019).

Article 

Google Scholar
 

Maire, E. et al. How accessible are coral reefs to people? A global assessment based on travel time. Ecol. Lett. 19, 351–360 (2016).

Article 
PubMed 

Google Scholar
Â